{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2374a4cc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "text_width 6.75\n",
      "column_width 3.25\n",
      "vpsde_dds_anchor_epoch_4_.pt\n",
      "\t BEST PSNR:  22.457751724706032  with param=  0.25\n",
      "\t BEST SSIM:  0.7892689793272456  with param=  0.2\n",
      "vpsde_dps_.pt\n",
      "\t BEST PSNR:  22.799566829856484  with param=  650.0\n",
      "\t BEST SSIM:  0.8180810846457479  with param=  750.0\n",
      "vpsde_naive_.pt\n",
      "\t BEST PSNR:  21.522424837481232  with param=  12.0\n",
      "\t BEST SSIM:  0.7806354684090014  with param=  12.0\n",
      "vpsde_OSEMNLL_naive_.pt\n",
      "\t BEST PSNR:  22.3772454646416  with param=  0.527\n",
      "\t BEST SSIM:  0.7698045079302185  with param=  3.08\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2700x900 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib, os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from result_util import get_sweep_mean_results\n",
    "import matplotlib.patches as mpatches\n",
    "\n",
    "text_width = (72.27 ** -1) * 487.8225 # in  --> Confirmed with template explanation\n",
    "print('text_width', text_width)\n",
    "column_width = (72.27 ** -1) * 234.8775\n",
    "print('column_width', column_width)\n",
    "\n",
    "fs_m1 = 5  # for figure ticks\n",
    "fs = 7  # for regular figure text\n",
    "fs_p1 = 8  # figure titles\n",
    "\n",
    "matplotlib.rc('font', size=fs)          # controls default text sizes\n",
    "matplotlib.rc('axes', titlesize=fs)     # fontsize of the axes title\n",
    "matplotlib.rc('axes', labelsize=fs)    # fontsize of the x and y labels\n",
    "matplotlib.rc('xtick', labelsize=fs_m1)    # fontsize of the tick labels\n",
    "matplotlib.rc('ytick', labelsize=fs_m1)    # fontsize of the tick labels\n",
    "matplotlib.rc('legend', fontsize=fs_m1)    # legend fontsize\n",
    "matplotlib.rc('figure', titlesize=fs_p1)  # fontsize of the figure title\n",
    "matplotlib.rc('font', **{'family':'serif', 'serif': ['Palatino']})\n",
    "matplotlib.rc('text', usetex=True)\n",
    "\n",
    "MEAN_KLDIV = 63006.00431640625\n",
    "\n",
    "f_to_name = {\n",
    "    \"vpsde_naive_.pt\" : r\"\\textsc{PET-Naive}\", #VPSDE - \n",
    "    #\"rdp_.pt\" : r\"RDP regularisation\",\n",
    "    \"vpsde_dps_.pt\" : r\"\\textsc{PET-DPS}\",\n",
    "    \"vpsde_OSEMNLL_naive_.pt\" : r\"\\textsc{Naive (OSEM)}\",\n",
    "    \"vpsde_dds_anchor_epoch_4_.pt\" : r\"\\textsc{PET-DDS}\" \n",
    "}\n",
    "\n",
    "\n",
    "\n",
    "f_to_color = { \n",
    "    \"vpsde_naive_.pt\" : '#1f77b4', #VPSDE - \n",
    "    #\"rdp_.pt\" : '#ff7f0e',\n",
    "    \"vpsde_OSEMNLL_naive_.pt\" : '#9467bd',\n",
    "    \"vpsde_dps_.pt\" : '#d62728',\n",
    "    \"vpsde_dds_anchor_epoch_4_.pt\" : '#2ca02c'\n",
    "}\n",
    "\n",
    "c_idx = 0\n",
    "dip_start = 30\n",
    "dip_end = 50\n",
    "dip_incre = 1\n",
    "\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(1,3, figsize=(text_width, text_width/3), dpi = 400)\n",
    "c_idx = 0\n",
    "for f in os.listdir(f\"noise_level={str(2.5)}/non_tumour\"):\n",
    "    if f in list(f_to_color.keys()):\n",
    "        print(f)\n",
    "        res = get_sweep_mean_results(os.path.join(f\"noise_level={str(2.5)}/non_tumour\", f))\n",
    "        # filter to high kldiv\n",
    "        \n",
    "        best_psnr = np.argmax(res[\"psnrs\"])\n",
    "        print(\"\\t BEST PSNR: \", res[\"psnrs\"][best_psnr].item(), \" with param= \", res[\"datafit_strengths\"][best_psnr])\n",
    "        best_ssim = np.argmax(res[\"ssims\"])    \n",
    "        print(\"\\t BEST SSIM: \", res[\"ssims\"][best_ssim].item(), \" with param= \", res[\"datafit_strengths\"][best_ssim])\n",
    "\n",
    "        to_plot = np.argwhere(np.array(res[\"kldivs\"]) < 64200.)\n",
    "        res[\"stds\"] = np.array(res[\"stds\"])[to_plot]\n",
    "        res[\"psnrs\"] = np.array(res[\"psnrs\"])[to_plot]\n",
    "        res[\"ssims\"] = np.array(res[\"ssims\"])[to_plot]\n",
    "        res[\"kldivs\"] = np.array(res[\"kldivs\"])[to_plot]\n",
    "        res[\"crcs\"] = np.array(res[\"crcs\"])[to_plot]\n",
    "        res[\"datafit_strengths\"] = np.array(res[\"datafit_strengths\"])[to_plot]\n",
    "\n",
    "        if f == \"rdp_.pt\": \n",
    "            res[\"stds\"] = res[\"stds\"][2:]\n",
    "            res[\"psnrs\"] = res[\"psnrs\"][2:]\n",
    "            res[\"ssims\"] = res[\"ssims\"][2:]\n",
    "            res[\"kldivs\"] = res[\"kldivs\"][2:]\n",
    "            res[\"crcs\"] = res[\"crcs\"][2:]\n",
    "            res[\"datafit_strengths\"] = res[\"datafit_strengths\"][2:]\n",
    "\n",
    "        if f == \"vpsde_naive_.pt\":\n",
    "            res[\"stds\"] = res[\"stds\"][5:-1]\n",
    "            res[\"psnrs\"] = res[\"psnrs\"][5:-1]\n",
    "            res[\"ssims\"] = res[\"ssims\"][5:-1]\n",
    "            res[\"kldivs\"] = res[\"kldivs\"][5:-1]\n",
    "            res[\"crcs\"] = res[\"crcs\"][5:-1]\n",
    "            res[\"datafit_strengths\"] = res[\"datafit_strengths\"][5:-1]\n",
    "\n",
    "        if f == \"vpsde_dps_.pt\":\n",
    "            res[\"stds\"] = res[\"stds\"][3:-1]\n",
    "            res[\"psnrs\"] = res[\"psnrs\"][3:-1]\n",
    "            res[\"ssims\"] = res[\"ssims\"][3:-1]\n",
    "            res[\"kldivs\"] = res[\"kldivs\"][3:-1]\n",
    "            res[\"crcs\"] = res[\"crcs\"][3:-1]\n",
    "            res[\"datafit_strengths\"] = res[\"datafit_strengths\"][3:-1]            \n",
    "\n",
    "\n",
    "        if f == \"vpsde_OSEMNLL_naive_.pt\":\n",
    "            res[\"stds\"] = res[\"stds\"][2:-1]\n",
    "            res[\"psnrs\"] = res[\"psnrs\"][2:-1]\n",
    "            res[\"ssims\"] = res[\"ssims\"][2:-1]\n",
    "            res[\"kldivs\"] = res[\"kldivs\"][2:-1]\n",
    "            res[\"crcs\"] = res[\"crcs\"][2:-1]\n",
    "            res[\"datafit_strengths\"] = res[\"datafit_strengths\"][2:-1]\n",
    "\n",
    "\n",
    "        ax1.plot(res[\"stds\"], res[\"psnrs\"], ls=\"-\", alpha=0.3, c=f_to_color[f], lw=3)\n",
    "        ax1.scatter(res[\"stds\"], res[\"psnrs\"], label=f_to_name[f], c=f_to_color[f],s=6)\n",
    "\n",
    "        ax2.plot(res[\"stds\"], res[\"ssims\"], ls=\"-\", alpha=0.3, c=f_to_color[f], lw=3)\n",
    "        ax2.scatter(res[\"stds\"], res[\"ssims\"], label=f_to_name[f], c=f_to_color[f],s=6)\n",
    "\n",
    "        ax3.plot(res[\"stds\"], res[\"kldivs\"], ls=\"-\", alpha=0.3, c=f_to_color[f], lw=3)\n",
    "        ax3.scatter(res[\"stds\"], res[\"kldivs\"], label=f_to_name[f], c=f_to_color[f],s=6)\n",
    "        \n",
    "ax1.spines[['right', 'top']].set_visible(False)\n",
    "ax2.spines[['right', 'top']].set_visible(False)\n",
    "ax3.spines[['right', 'top']].set_visible(False)\n",
    "ax1.tick_params(axis='both', which='major', pad = 1)\n",
    "ax2.tick_params(axis='both', which='major', pad = 1)\n",
    "ax3.tick_params(axis='both', which='major', pad = 1)\n",
    "ax1.set_ylabel(r\"Peak Signal-to-Noise Ratio (dB)\")\n",
    "ax1.set_xlabel(r\"Standard Deviation\")\n",
    "ax2.set_ylabel(r\"Structural Similarity Index\")\n",
    "ax2.set_xlabel(r\"Standard Deviation\")\n",
    "ax3.set_ylabel(r\"KL Divergence\")\n",
    "ax3.set_xlabel(r\"Standard Deviation\")\n",
    "\n",
    "\n",
    "ax3.hlines(MEAN_KLDIV, 0, 0.8, color=\"gray\", ls=\"--\")\n",
    "ax1.set_xlim(0, 0.8)\n",
    "ax2.set_xlim(0, 0.8)\n",
    "ax3.set_xlim(0, 0.8)\n",
    "\n",
    "ax1.grid(0.3, alpha=0.45, zorder=0)\n",
    "ax2.grid(0.3, alpha=0.45, zorder=0)\n",
    "ax3.grid(0.3, alpha=0.45, zorder=0)\n",
    "\n",
    "lines_labels =  [ax1.get_legend_handles_labels()]\n",
    "lines, labels = [sum(lol, []) for lol in zip(*lines_labels)]\n",
    "fig.legend(lines, labels, ncols=4, loc=\"lower center\", bbox_to_anchor=(0.5, -0.07))\n",
    "\n",
    "plt.subplots_adjust(left=0.125,\n",
    "        bottom=0.164,\n",
    "        right=0.902,\n",
    "        top=0.88,\n",
    "        wspace=0.51,\n",
    "        hspace=0.212)\n",
    "ax3.text(0.8, 0.39, 'mean KL', horizontalalignment='center', verticalalignment='center', transform=ax3.transAxes)\n",
    "plt.savefig(\"no_tumour_25.pdf\", dpi=400, bbox_inches = 'tight')"
   ]
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